Synthetic Regression on Synthetic GP Matérn-5/2 kernel Out-of-input-distribution
0KL Divergence (Normalized)ConvGNP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ConvGNPInput dimension (dx)=12023.06 | 0 | — | — | — | |
| RGNPArchitecture=Stationary, Input dimension (dx)=12023.06 | 0.01 | — | — | — | |
| ConvGNPInput dimension (dx)=22023.06 | 0.01 | — | — | — | |
| RGNPArchitecture=Stationary, Input dimension (dx)=22023.06 | 0.03 | — | — | — | |
| FullRGNPArchitecture=Isotropic, Input dimension (dx)=12023.06 | 0.03 | — | — | — | |
| RGNPArchitecture=Stationary, Input dimension (dx)=32023.06 | 0.05 | — | — | — | |
| FullRGNPArchitecture=Isotropic, Input dimension (dx)=22023.06 | 0.09 | — | — | — | |
| RGNPArchitecture=Stationary, Input dimension (dx)=52023.06 | 0.11 | — | — | — | |
| FullRGNPArchitecture=Isotropic, Input dimension (dx)=32023.06 | 0.16 | — | — | — | |
| FullRGNPArchitecture=Isotropic, Input dimension (dx)=52023.06 | 0.21 | — | — | — | |
| ConvCNPInput dimension (dx)=12023.06 | 0.24 | — | — | — | |
| RCNPArchitecture=Stationary, Input dimension (dx)=12023.06 | 0.25 | — | — | — | |
| FullRCNPArchitecture=Isotropic, Input dimension (dx)=12023.06 | 0.25 | — | — | — | |
| ConvCNPInput dimension (dx)=22023.06 | 0.26 | — | — | — | |
| FullRCNPArchitecture=Isotropic, Input dimension (dx)=52023.06 | 0.29 | — | — | — | |
| RCNPArchitecture=Stationary, Input dimension (dx)=22023.06 | 0.3 | — | — | — | |
| FullRCNPArchitecture=Isotropic, Input dimension (dx)=22023.06 | 0.3 | — | — | — | |
| FullRCNPArchitecture=Isotropic, Input dimension (dx)=32023.06 | 0.32 | — | — | — | |
| RCNPArchitecture=Stationary, Input dimension (dx)=52023.06 | 0.35 | — | — | — | |
| RCNPArchitecture=Stationary, Input dimension (dx)=32023.06 | 0.39 | — | — | — | |
| GNPInput dimension (dx)=52023.06 | 0.62 | — | — | — | |
| TrivialInput dimension (dx)=52023.06 | 0.79 | — | — | — | |
| CNPInput dimension (dx)=52023.06 | 0.93 | — | — | — | |
| TrivialInput dimension (dx)=32023.06 | 0.98 | — | — | — | |
| TrivialInput dimension (dx)=12023.06 | 1.04 | — | — | — | |
| TrivialInput dimension (dx)=22023.06 | 1.06 | — | — | — | |
| GNPInput dimension (dx)=32023.06 | 1.23 | — | — | — | |
| CNPInput dimension (dx)=32023.06 | 1.75 | — | — | — | |
| GNPInput dimension (dx)=22023.06 | 1.86 | — | — | — | |
| GNPInput dimension (dx)=12023.06 | 2.96 | — | — | — | |
| CNPInput dimension (dx)=22023.06 | 6.75 | — | — | — | |
| CNP2023.06 | — | 6.75 | 1.75 | 0.93 | |
| ConvCNP2023.06 | — | 0.26 | — | — | |
| ConvGNP2023.06 | — | 0.01 | — | — | |
| FullRCNPkernel_type=isotropic2023.06 | — | 0.3 | 0.32 | 0.29 | |
| FullRGNPkernel_type=isotropic2023.06 | — | 0.09 | 0.16 | 0.21 | |
| GNP2023.06 | — | 1.86 | 1.23 | 0.62 | |
| RCNPkernel_type=stationary2023.06 | — | 0.3 | 0.39 | 0.35 | |
| RGNPkernel_type=stationary2023.06 | — | 0.03 | 0.05 | 0.11 |